{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/jermwatt/machine_learning_refined/blob/main/notes/4_Second_order_methods/4_1_Second.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "57GUJn-ICV5K"
   },
   "source": [
    "## Chapter 4: Second order methods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook contains interactive content from an early draft of the university textbook <a href=\"https://github.com/neonwatty/machine-learning-refined/tree/main\">\n",
    "Machine Learning Refined (2nd edition) </a>.\n",
    "\n",
    "The final draft significantly expands on this content and is available for <a href=\"https://github.com/neonwatty/machine-learning-refined/tree/main/chapter_pdfs\"> download as a PDF here</a>."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "MpGmmKRLCV5L"
   },
   "source": [
    "# 4.1 The Second-Order Optimality Condition"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pB5B8J0sCV5M"
   },
   "source": [
    "In this Section we begin by discussing how to formally describe the convexity or concavity of a quadratic function - with the second order Taylor series specifically in mind.  This will help us better understand and quantify the behavior of Newton's method - our main second order algorithm - introduced in the following Section.  We then discuss the final calculus-based descriptor of a function's minima and stationary points more broadly speaking: the *second order condition for optimality*.  Unlike the zero or first order conditions, the second order condition does not directly help us with our main pursuit of finding (approximate) global minima of a function.  In fact, as we will see later, second order algorithms are actually explicitly built to satisfy the *first* not the *second* order optimality condition.  So while the second order condition provides further characterization of a function's stationary points, it is of largely mathematical interest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "eJq_pTjECV5M",
    "outputId": "f3b2b9a4-0ca8-4eb4-cd0e-4e0b7f50e684"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: github-clone in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (1.2.0)\n",
      "Requirement already satisfied: requests>=2.20.0 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from github-clone) (2.32.3)\n",
      "Requirement already satisfied: docopt>=0.6.2 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from github-clone) (0.6.2)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (3.4.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (3.10)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (2.2.3)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (2024.12.14)\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
      "chapter_4_library already cloned!\n",
      "chapter_4_videos already cloned!\n"
     ]
    }
   ],
   "source": [
    "# install github clone - allows for easy cloning of subdirectories\n",
    "!pip install github-clone\n",
    "from pathlib import Path \n",
    "\n",
    "# clone library subdirectory\n",
    "if not Path('chapter_4_library').is_dir():\n",
    "    !ghclone https://github.com/neonwatty/machine-learning-refined-notes-assets/tree/main/notes/4_Second_order_methods/chapter_4_library\n",
    "else:\n",
    "    print('chapter_4_library already cloned!')\n",
    "\n",
    "# clone videos\n",
    "if not Path('chapter_4_videos').is_dir():\n",
    "    !ghclone https://github.com/neonwatty/machine-learning-refined-notes-assets/tree/main/notes/4_Second_order_methods/chapter_4_videos\n",
    "else:\n",
    "    print('chapter_4_videos already cloned!')\n",
    "\n",
    "# append path for local library, data, and image import\n",
    "import sys\n",
    "sys.path.append('./chapter_4_library')\n",
    "sys.path.append('./chapter_4_videos') \n",
    "\n",
    "# import section helper\n",
    "import section_4_3_helpers\n",
    "\n",
    "# video paths\n",
    "video_path_1 = 'chapter_4_videos/animation_3.mp4'\n",
    "video_path_2 = 'chapter_4_videos/animation_4.mp4'\n",
    "\n",
    "# standard imports\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import Image, HTML\n",
    "from base64 import b64encode\n",
    "\n",
    "def show_video(video_path, width = 1000):\n",
    "    video_file = open(video_path, \"r+b\").read()\n",
    "    video_url = f\"data:video/mp4;base64,{b64encode(video_file).decode()}\"\n",
    "    return HTML(f\"\"\"<video width={width} controls><source src=\"{video_url}\"></video>\"\"\")\n",
    "\n",
    "# import autograd-wrapped numpy\n",
    "import autograd.numpy as np\n",
    "\n",
    "# this is needed to compensate for matplotlib notebook's tendancy to blow up images when plotted inline\n",
    "%matplotlib inline\n",
    "from matplotlib import rcParams\n",
    "rcParams['figure.autolayout'] = True\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hL6JtI0wCV5O"
   },
   "source": [
    "## Curvature and single-input functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RusqsRliCV5O"
   },
   "source": [
    "Below we animate the second order Taylor series approximation to \n",
    "\n",
    "\\begin{equation}\n",
    "g(w) = \\text{sin}(3w) + 0.1w^2\n",
    "\\end{equation}\n",
    "\n",
    "(this function is drawn in black), the point about which the approximation is defined drawn in green, and the second order Taylor series itself is shown in torquoise. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 585
    },
    "id": "M5yfvOYfCV5O",
    "outputId": "f70ecd31-cab6-4991-cc18-454bf1c0ad29"
   },
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# what function should we play with?  Defined in the next line.\n",
    "g = lambda w: np.sin(3*w) + 0.1*w**2\n",
    "\n",
    "# create an instance of the visualizer with this function \n",
    "taylor_viz = section_4_3_helpers.visualizer(g = g)\n",
    "\n",
    "# run the visualizer for our chosen input function\n",
    "taylor_viz.draw_it(savepath=video_path_1,num_frames = 200,max_val = 3.5,fps=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 421
    },
    "id": "UCqz71LVCh1j",
    "outputId": "659daae2-57f0-475e-de5f-914a63b42348"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<video width=800 controls><source 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      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "show_video(video_path_1, width=800)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jYWGDPHHCV5Q"
   },
   "source": [
    "One thing that can be seen in this simple example is that the second order approximation appears to match the local convexity/concavity of the underlying function near the point on which it is defined.  In other words, if at this point the function appears to be convex (facing upwards) locally, the second order approximation is too *convex* and upward facing.  If, on the other hand, the point is on a part of the function where it is facing downward or *concave*, the second order approximation is also concave and facing downward.  And the opposite holds as well - if the second order approximation is convex/concave, so too is the underlying function."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yj_5J8T-CV5Q"
   },
   "source": [
    "This is not a random coincidence.  Because the second order Taylor Series is a quadratic built to match a function locally this fact always holds - regardless of the type of function and whether it takes in a single input or multiple inputs.  Now, because quadratic functions are relatively simple objects (we in fact dedicated an entire Section to detailing their characteristics) we can easily tell when a quadratic is convex or concave. A general single input quadratic\n",
    "\n",
    "\\begin{equation}\n",
    "g(w) = a + bw + cw^2 \n",
    "\\end{equation}\n",
    "\n",
    "is convex if $a \\geq 0$, and concave if $c \\leq 0$ (technically if $c=0$ the function - being a line - is both convex and concave).  Given that the second order Taylor Series $h(w)$ of a single input function $g(w)$ at a point $w_0$ is given as \n",
    "\n",
    "\\begin{equation}\n",
    "h(w) = g(w^0) + \\left(\\frac{\\mathrm{d}}{\\mathrm{d}w}g(w^0)\\right)(w - w^0) +  \\frac{1}{2}\\left(\\frac{\\mathrm{d}^2}{\\mathrm{d}w^2}g(w^0)\\right)(w - w^0)^2\n",
    "\\end{equation}\n",
    "\n",
    "and since  $c = \\frac{1}{2}\\frac{\\mathrm{d}^2}{\\mathrm{d}w^2}g(w^0)$ is the coefficient of the squared term, it follows that the Taylor Series approximation is convex if $\\frac{\\mathrm{d}^2}{\\mathrm{d}w^2}g(w^0) \\geq 0$ and concave if $\\frac{\\mathrm{d}^2}{\\mathrm{d}w^2}g(w^0) \\leq 0$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "VVWLoq-MCV5R"
   },
   "source": [
    "Since we have already established that a function $g(w)$ is convex/concave at a point $w_0$ if and only if its second order Taylor Series approximation is convex/concave there, this tells us that we can further say that $g(w)$ is convex at $w_0$ if and only if $\\frac{\\mathrm{d}^2}{\\mathrm{d}w^2}g(w^0) \\geq 0$ or $\\leq 0$ respectively.\n",
    "\n",
    "> A function $g(w)$ is convex at $w_0$ if and only if $\\frac{\\mathrm{d}^2}{\\mathrm{d}w^2}g(w^0) \\geq 0$.  Likewise it is concave if and only if $\\frac{\\mathrm{d}^2}{\\mathrm{d}w^2}g(w^0) \\leq 0$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "R8QdDryzCV5R"
   },
   "source": [
    "Looking back at the example above we can see this is precisely what is going on in the right panel - where the value of the second derivative is plotted simultaneously along with the second order Taylor Series drawn in the left panel.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HjQkD9xmCV5R"
   },
   "source": [
    "It follows then that if a function $g$ is convex at each of its input points, it is convex overall (like a general single-input quadratic function is when $c \\geq 0$).\n",
    "\n",
    "> A function $g$ is convex if it is convex at each of its input points, or equivalently if $\\frac{\\mathrm{d}^2}{\\mathrm{d}w^2}g(w) \\geq 0$ everywhere.  Likewise it is concave if $\\frac{\\mathrm{d}^2}{\\mathrm{d}w^2}g(w) \\leq 0$ everywhere."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "JPTU-FIrCV5R"
   },
   "source": [
    "We can see this in any single-input example like the one plotted below\n",
    "\n",
    "\\begin{equation}\n",
    "g(w) = \\frac{1}{50}\\left(w^4 + w^2 + 10w\\right)\n",
    "\\end{equation}\n",
    "\n",
    "where once again the function itself as well as the second order Taylor Series approximation is drawn in the left panel, while the value of the second derivative is plotted simultaneously in the right panel."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 585
    },
    "id": "DWMXMzSCCV5R",
    "outputId": "85f56bbd-0243-4a46-d0ff-d9e271f8d128"
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# what function should we play with?  Defined in the next line.\n",
    "g = lambda w: 1/float(50)*(w**4 + w**2 + 10*w)\n",
    "\n",
    "# create an instance of the visualizer with this function \n",
    "taylor_viz = section_4_3_helpers.visualizer(g = g)\n",
    "\n",
    "# run the visualizer for our chosen input function\n",
    "taylor_viz.draw_it(savepath=video_path_2,num_frames = 200,max_val = 4,fps=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 421
    },
    "id": "ugVFDAKzCsAc",
    "outputId": "375ecc26-087c-4d36-b0c6-06096447e3c0"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<video width=800 controls><source 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      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "show_video(video_path_2, width=800)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0tZmhgL7CV5S"
   },
   "source": [
    "#### <span style=\"color:#a50e3e;\">Example 1 </span> Hand calculations examples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4YF1ipZDCV5S"
   },
   "source": [
    "Here are a few additional examples with second derivatives calculated algebraically."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "B-y2juBxCV5S"
   },
   "source": [
    "- $g\\left(w\\right)=w^{3}$ has second derivative $\\frac{\\mathrm{d}^2}{\\mathrm{d}w^2}g(w)=6w$.  From the second derivative we see that $g$ is concave when $w\\leq 0$ and convex when $w\\geq 0$.\n",
    "\n",
    "\n",
    "- $g\\left(w\\right)=e^{w}$ has second derivative $\\frac{\\mathrm{d}^2}{\\mathrm{d}w^2}g(w) = e^{w}$\n",
    "which is positive for any choice of $w$, and so $g$ is convex everywhere and therefore is a convex function.\n",
    "\n",
    "\n",
    "- $g\\left(w\\right)=\\text{sin}\\left(w\\right)$ has second derivative\n",
    "$\\frac{\\mathrm{d}^2}{\\mathrm{d}w^2}g(w)=-\\text{sin}\\left(w\\right)$. This shows us that $g$ is convex when $\\text{sin}(w) < 0$ and concave otherwise. \n",
    "\n",
    "\n",
    "- $g\\left(w\\right)=w^{2}$ has second derivative $\\frac{\\mathrm{d}^2}{\\mathrm{d}w^2}g(w)=2$, which is always positive and so $g$ is convex everywhere, or in other words, is a convex function."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GPVNYT81CV5S"
   },
   "source": [
    "## Curvature and multi-input functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "PsZU0odBCV5T"
   },
   "source": [
    "The analogous rule for judging the convexity/concavity of a multi-input function via the convexity/concavity of its second order Taylor Series holds as well.  However as detailed in the Section on quadratic functions, the convexity/concavity of a general multi-input quadratic function\n",
    "\n",
    "\\begin{equation}\n",
    "g(\\mathbf{w}) =  a + \\mathbf{b}^T \\mathbf{w}^{\\,} + \\mathbf{w}^T \\mathbf{C}^{\\,} \\mathbf{w}^{\\,} \n",
    "\\end{equation}\n",
    "\n",
    "is determined not by the value of the $N\\times N$ symmetric matrix $\\mathbf{C}$ but by its *eigenvalues*.  In particular the quadratic is convex along its $n^{th}$ input if and only if its $n^{th}$ eigenvalue $d_n \\geq 0$, and conversely concave if $d_n \\leq 0$.  Following, the quadratic is convex/concave in every input dimension if $d_n \\geq 0$ or $d_n \\leq 0$ respectively.  This reduces to the same condition on the single-input quadratic when $N=1$ (as detailed in the previous Section)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "QEsrsvStCV5T"
   },
   "source": [
    "Given this condition on the convexity/concavity of a multi-input quadratic, in complete analogy to the case of a single-input function when it comes to the second order Taylor Series approximation of a multi-input function $g(\\mathbf{w})$ at a point $\\mathbf{w}^0$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fqHx8eCbCV5T"
   },
   "source": [
    "\\begin{equation}\n",
    "h(\\mathbf{w}) = g(\\mathbf{w}^0) + \\nabla g(\\mathbf{w}^0)^T(\\mathbf{w} - \\mathbf{w}^0) + \\frac{1}{2}(\\mathbf{w} - \\mathbf{w}^0)^T \\nabla^2 g\\left(\\mathbf{w}^0\\right) (\\mathbf{w} - \\mathbf{w}^0)\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "zF3ZqP9BCV5T"
   },
   "source": [
    "it is the eigenvalues of the Hessian matrix $\\mathbf{C} = \\nabla^2 g\\left(\\mathbf{w}^0\\right)$ that determine the convexity of the approximation, and hence of the underlying function at $\\mathbf{w}^0$.  More specifically $g$ is convex at $\\mathbf{w}^0$ if and only if the approximation is convex in every one of its input dimensions, or in other words if $ \\nabla^2 g\\left(\\mathbf{w}^0\\right)$ has all nonnegative eigenvalues (such a matrix is called *positive semi-definite*).  Likewise $g(\\mathbf{w}^0)$ is concave if $ \\nabla^2 g\\left(\\mathbf{w}^0\\right)$ has all non-positive eigenvalues.\n",
    "\n",
    "> $g$ is convex at $\\mathbf{w}^0$ if and only if the second order Taylor Series approximation is convex in every one of its input dimension, or in other words if $ \\nabla^2 g\\left(\\mathbf{w}^0\\right)$ has all nonnegative eigenvalues.  Likewise $g(\\mathbf{w}^0)$ is concave if $ \\nabla^2 g\\left(\\mathbf{w}^0\\right)$ has all non-positive eigenvalues."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LsWYKqcGCV5T"
   },
   "source": [
    "Furthermore a function $g$ is a *convex function* if it is convex everywhere, or if $ \\nabla^2 g\\left(\\mathbf{w}\\right)$ has all nonnegative eigenvalues at every input $\\mathbf{w}$.  Conversely it is a concave function if $ \\nabla^2 g\\left(\\mathbf{w}\\right)$ has all non-positive eigenvalues everywhere.\n",
    "\n",
    "> $g$ is a *convex function* if it is convex everywhere, or if $ \\nabla^2 g\\left(\\mathbf{w}\\right)$ has all nonnegative eigenvalues at every input $\\mathbf{w}$.  Conversely it is a concave function if $ \\nabla^2 g\\left(\\mathbf{w}\\right)$ has all non-positive eigenvalues everywhere."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AhHE8mu4CV5U"
   },
   "source": [
    "## The second order condition"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7nNwKGVmCV5U"
   },
   "source": [
    "Studying a few simple examples it is easy to come to some far-reaching conclusions about how the second derivative helps unveil the identity of stationary points.  In the next Python cell we plot the three single-input functions along with their first and second order derivatives.  We mark in green the evaluation of all stationary points by the function in green (where we also show the tangent line in green), as well as the evaluations by the first and second derivatives marking each evaluation in green.  In the first and second derivative panels we draw the horizontal zero axis as a dashed black line."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 369
    },
    "id": "8lCk-9jYCV5U",
    "outputId": "fc50677c-465f-4921-96d8-190e4b18a5ff"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot a single input quadratic in both two and three dimensions\n",
    "func1 = lambda w: np.sin(2*w)\n",
    "func2 = lambda w: w**3\n",
    "func3 = lambda w: np.sin(3*w) + 0.1*w**2\n",
    "\n",
    "# use custom plotter to show both functions\n",
    "section_4_3_helpers.show_stationary_v2(func1 = func1,func2 = func2,func3 = func3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "y97aBcQRCV5U"
   },
   "source": [
    "Studying these simple examples we can see consistent behavior of certain stationary points.  In particular we can see consistency in how the value of a function's second derivative at a stationary point $w^0$ helps us identify whether it is a local minima, local maxima, or saddle point.  In the examples above we see that a stationary point $w^0$ is \n",
    "\n",
    "- a local or global minimum if $\\frac{\\partial^2}{\\partial w^2}g(w) > 0$ (since it occurs at *convex* portions of a function)\n",
    "\n",
    "\n",
    "- a local or global maximum if  $\\frac{\\partial^2}{\\partial w^2}g(w) < 0$ (since it occurs at *concave* portions of a function)\n",
    "\n",
    "\n",
    "- a saddle point if  $\\frac{\\partial^2}{\\partial w^2}g(w) = 0$ and $\\frac{\\partial^2}{\\partial w^2}g(w)$ changes sign at $w$ (since it occurs at an *inflection point* of a function, i.e., where a function goes from concave to convex or vice-versa)\n",
    "\n",
    "These second order characteristics hold more generally as well for any single input function, and taken together  are indeed the *second order condition for optimality* for single input functions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "IwBFK2d_CV5U"
   },
   "source": [
    "With multi-input functions the analogous second order condition holds. As with all things having to do with convexity/concavity and the second order derivative matrix (a.k.a. the Hessian) the rule translates to the *eigenvalues of the Hessian*.  More specifically a stationary point $\\mathbf{w}^0$ of a multi-input function $g(\\mathbf{w}^0)$ is\n",
    "\n",
    "- a local minimum if all eigenvalues of $\\nabla^2 g(\\mathbf{w}^0)$ are positive (since it occurs at *convex* portions of a function)\n",
    "\n",
    "\n",
    "- a local maximum if all eigenvalues of $\\nabla^2 g(\\mathbf{w}^0)$ are negative (since it occurs at *concave* portions of a function)\n",
    "\n",
    "\n",
    "- a saddle point if the eigenvalues of $\\nabla^2 g(\\mathbf{w}^0)$ are of mixed values (i.e., some are negative, some are positive) (since it occurs at an *inflection point* of a function)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "YsELAAigCV5V"
   },
   "source": [
    "These rules reduce to those just stated for single-input functions when $N=1$ since then the Hessian matrix collapses into a single second order derivative. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "J9J0yu01CV5V"
   },
   "source": [
    "> **Second order condition for optimality**: the second derivative(s) of a function can determine whether a stationary point is a local minimum, local maximum, or saddle point.  Generally speaking a stationary point $\\mathbf{w}^0$ is a local minimum, local maximum, or saddle point if the eigenvalues of $\\nabla^2 g(\\mathbf{w}^0)$ are all positive, negative, or mixed, respectively."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "9P-LpRDtCV5V"
   },
   "source": [
    "## The low practical utility of the second order condition "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jhwbAuvvCV5W"
   },
   "source": [
    "As we have seen in the previous [Section 3.2](https://jermwatt.github.io/machine_learning_refined/notes/3_First_order_methods/3_2_First.html) the first order condition defines all stationary points (minima, maxima, and saddle points) via a single condition - the first order system of equations.  In theory if we could compute all solutions to such a system for a given function we could - in order to determine the global minima - simply evaluate all of the solutions and find the smallest evaluators (declaring them the global minima).  Then using the second order optimality condition we could - at least theoretically speaking - identify the nature of a stationary point.  In other words, the second order condition is a filter that can determine the identity of a given stationary point."
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    "Unlike the zero and first order conditions, the second order condition (while mathematically interesting) is not all together useful in practice (at least in machine learning applications).   The second order condition is a *filter* that helps identify the nature of stationary points, but our main struggle in optimization is to actually find stationary points to begin with (or - more accurately - points nearby stationary points).  Furthermore, in machine learning we almost always find (points nearby) minima since we either deal with convex functions (as we often do in with applications linear machine learning) whose stationay points are minima, or design algorithms that do not tend to halt at saddle points so that once again the points we find via optimization are (nearby) minima."
   ]
  }
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